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GST.GateSet.Bulk_hPr.html
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<div class="section" id="gst-gateset-bulk-hpr">
<h1>GST.GateSet.Bulk_hPr<a class="headerlink" href="#gst-gateset-bulk-hpr" title="Permalink to this headline">¶</a></h1>
<dl class="method">
<dt id="GST.GateSet.Bulk_hPr">
<code class="descclassname">GateSet.</code><code class="descname">Bulk_hPr</code><span class="sig-paren">(</span><em>spamLabel</em>, <em>evalTree</em>, <em>gates=True</em>, <em>G0=True</em>, <em>SPAM=True</em>, <em>SP0=True</em>, <em>returnPr=False</em>, <em>returnDeriv=False</em>, <em>clipTo=None</em>, <em>check=False</em><span class="sig-paren">)</span><a class="headerlink" href="#GST.GateSet.Bulk_hPr" title="Permalink to this definition">¶</a></dt>
<dd><p>Compute the derivatives of the probabilities generated by a each gate
sequence given by evalTree, where initialization & measurement
operations are always the same and are together specified by spamLabel.</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
<li><strong>spamLabel</strong> (<em>string</em>) – the label specifying the state prep and measure operations</li>
<li><strong>evalTree</strong> (<a class="reference internal" href="GST.EvalTree.html#GST.EvalTree" title="GST.EvalTree"><em>EvalTree</em></a>) – given by a prior call to Bulk_evalTree. Specifies the gate strings
to compute the bulk operation on.</li>
<li><strong>gates</strong> (<em>bool or list, optional</em>) – <p>Whether/which gates should be included as gateset parameters.</p>
<ul>
<li>True = all gates</li>
<li>False = no gates</li>
<li>list of gate labels = those particular gates.</li>
</ul>
</li>
<li><strong>G0</strong> (<em>bool, optional</em>) – Whether the first row of the included gate matrices
should be included as gateset parameters.</li>
<li><strong>SPAM</strong> (<em>bool, optional</em>) – Whether rhoVecs and EVecs should be included as gateset
parameters.</li>
<li><strong>SP0</strong> (<em>bool, optional</em>) – Whether the first element of the state preparation (rho) vectors
should be included as gateset parameters.</li>
<li><strong>returnPr</strong> (<em>bool, optional</em>) – when set to True, additionally return the probabilities.</li>
<li><strong>returnDeriv</strong> (<em>bool, optional</em>) – when set to True, additionally return the probability derivatives.</li>
<li><strong>clipTo</strong> (<em>2-tuple, optional</em>) – (min,max) to clip returned probability to if not None.
Only relevant when returnPr == True.</li>
<li><strong>check</strong> (<em>boolean, optional</em>) – If True, perform extra checks within code to verify correctness,
generating warnings when checks fail. Used for testing, and runs
much slower when True.</li>
</ul>
</td>
</tr>
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last"><ul>
<li><p class="first"><strong>hessians</strong> (<em>numpy array</em>) –
a S x M x M array, where</p>
<ul class="simple">
<li>S == the number of gate strings</li>
<li>M == the length of the vectorized gateset</li>
</ul>
<p>and hessians[i,j,k] is the derivative of the i-th probability
w.r.t. the k-th then the j-th gateset parameter.</p>
</li>
<li><p class="first"><strong>derivs</strong> (<em>numpy array</em>) –
only returned if returnDeriv == True. A S x M array where
derivs[i,j] holds the derivative of the i-th probability
w.r.t. the j-th gateset parameter.</p>
</li>
<li><p class="first"><strong>probabilities</strong> (<em>numpy array</em>) –
only returned if returnPr == True. A length-S array
containing the probabilities for each gate string.</p>
</li>
</ul>
</p>
</td>
</tr>
</tbody>
</table>
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